WASHINGTON—President Barack Obama's drive to build support for an attack against Syria gained significant momentum as a range of congressional leaders, including House Speaker John Boehner, urged wary rank-and-file lawmakers to back a resolution authorizing the use of military force.

Mr. Boehner (R., Ohio) said Tuesday that striking Syria in retaliation for President Bashar al-Assad's alleged use of chemical weapons on civilians was...